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starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

llama-3.1-8b-instruct

LM-STUDIO GGUF

llama · 8B · Q8_0

Excellent

Apr 26, 2026 · AMD Ryzen 5 5500

Global Score
35 vs 81
Hardware Fit
100 vs 100
Quality Score
7 vs 73

Hardware

starcoder2:3b llama-3.1-8b-instr…
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperASUS
CPUCortex-A78AEAMD Ryzen 5 5500
Cores612
RAM7 GB31 GB
GPUIntegrated / UnknownNavi 44 [Radeon RX 9060 XT]
OSUbuntu 22.04.5 LTSNobara Linux 43
Archarm64x64
Power Modebalancedperformance

Performance

starcoder2:3b llama-3.1-8b-instr…
Tokens/sec31.535.6
First chunk392 ms52 ms
TTFT392 ms256 ms
Load time4.8 sN/A
Memory usage1.8 GB8.6 GB
Memory %24%28%

HW Fit Score Breakdown

starcoder2:3b

Speed
50/50
TTFT
20/20
Memory
30/30

llama-3.1-8b-instruct

Speed
50/50
TTFT
20/20
Memory
30/30

Quality

starcoder2:3b

Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

llama-3.1-8b-instruct

Reasoning
13/20
Coding
17/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View starcoder2:3b details | View llama-3.1-8b-instr… details

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest